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Computer-aided diagnosis prior to conventional interpretation of prostate mpMRI: an international multi-reader study.
Greer, Matthew D; Lay, Nathan; Shih, Joanna H; Barrett, Tristan; Bittencourt, Leonardo Kayat; Borofsky, Samuel; Kabakus, Ismail; Law, Yan Mee; Marko, Jamie; Shebel, Haytham; Mertan, Francesca V; Merino, Maria J; Wood, Bradford J; Pinto, Peter A; Summers, Ronald M; Choyke, Peter L; Turkbey, Baris.
Affiliation
  • Greer MD; Molecular Imaging Program, NCI, NIH, 10 Center Drive, Room B3B85, Bethesda, MD, 20892, USA.
  • Lay N; Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, MD, USA.
  • Shih JH; Biometric Research Program, NCI, NIH, Bethesda, MD, USA.
  • Barrett T; Department of Radiology, University of Cambridge School of Medicine, Cambridge, UK.
  • Bittencourt LK; Universidade Federal Fluminense and CDPI Clinics/DASA, Rio de Janeiro, RJ, Brazil.
  • Borofsky S; George Washington University Hospital, Washington, DC, USA.
  • Kabakus I; Hacettepe University, Ankara, Turkey.
  • Law YM; Singapore General Hospital, Singapore, Singapore.
  • Marko J; Radiology and Imaging Sciences Department, Clinical Center, NIH, Bethesda, MD, USA.
  • Shebel H; Department of Radiology, Nephrology Center, Mansoura University, Mansoura, 35516, Egypt.
  • Mertan FV; Molecular Imaging Program, NCI, NIH, 10 Center Drive, Room B3B85, Bethesda, MD, 20892, USA.
  • Merino MJ; Laboratory of Pathology, NCI, NIH, Bethesda, MD, USA.
  • Wood BJ; Center for Interventional Oncology, NCI and Radiology Imaging Sciences, Clinical Center, NIH, Bethesda, MD, USA.
  • Pinto PA; Urologic Oncology Branch, NCI, NIH, Bethesda, MD, USA.
  • Summers RM; Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, MD, USA.
  • Choyke PL; Molecular Imaging Program, NCI, NIH, 10 Center Drive, Room B3B85, Bethesda, MD, 20892, USA.
  • Turkbey B; Molecular Imaging Program, NCI, NIH, 10 Center Drive, Room B3B85, Bethesda, MD, 20892, USA. turkbeyi@mail.nih.gov.
Eur Radiol ; 28(10): 4407-4417, 2018 Oct.
Article de En | MEDLINE | ID: mdl-29651763
ABSTRACT

OBJECTIVES:

To evaluate if computer-aided diagnosis (CAD) prior to prostate multi-parametric MRI (mpMRI) can improve sensitivity and agreement between radiologists.

METHODS:

Nine radiologists (three each high, intermediate, low experience) from eight institutions participated. A total of 163 patients with 3-T mpMRI from 4/2012 to 6/2015 were included 110 cancer patients with prostatectomy after mpMRI, 53 patients with no lesions on mpMRI and negative TRUS-guided biopsy. Readers were blinded to all outcomes and detected lesions per PI-RADSv2 on mpMRI. After 5 weeks, readers re-evaluated patients using CAD to detect lesions. Prostatectomy specimens registered to MRI were ground truth with index lesions defined on pathology. Sensitivity, specificity and agreement were calculated per patient, lesion level and zone-peripheral (PZ) and transition (TZ).

RESULTS:

Index lesion sensitivity was 78.2% for mpMRI alone and 86.3% for CAD-assisted mpMRI (p = 0.013). Sensitivity was comparable for TZ lesions (78.7% vs 78.1%; p = 0.929); CAD improved PZ lesion sensitivity (84% vs 94%; p = 0.003). Improved sensitivity came from lesions scored PI-RADS < 3 as index lesion sensitivity was comparable at PI-RADS ≥ 3 (77.6% vs 78.1%; p = 0.859). Per patient specificity was 57.1% for CAD and 70.4% for mpMRI (p = 0.003). CAD improved agreement between all readers (56.9% vs 71.8%; p < 0.001).

CONCLUSIONS:

CAD-assisted mpMRI improved sensitivity and agreement, but decreased specificity, between radiologists of varying experience. KEY POINTS • Computer-aided diagnosis (CAD) assists clinicians in detecting prostate cancer on MRI. • CAD assistance improves agreement between radiologists in detecting prostate cancer lesions. • However, this CAD system induces more false positives, particularly for less-experienced clinicians and in the transition zone. • CAD assists radiologists in detecting cancer missed on MRI, suggesting a path for improved diagnostic confidence.
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Texte intégral: 1 Collection: 01-internacional Base de données: MEDLINE Sujet principal: Tumeurs de la prostate / Imagerie par résonance magnétique / Interprétation d&apos;images assistée par ordinateur Type d'étude: Diagnostic_studies / Observational_studies Limites: Aged / Humans / Male / Middle aged Langue: En Journal: Eur Radiol Sujet du journal: RADIOLOGIA Année: 2018 Type de document: Article Pays d'affiliation: États-Unis d'Amérique

Texte intégral: 1 Collection: 01-internacional Base de données: MEDLINE Sujet principal: Tumeurs de la prostate / Imagerie par résonance magnétique / Interprétation d&apos;images assistée par ordinateur Type d'étude: Diagnostic_studies / Observational_studies Limites: Aged / Humans / Male / Middle aged Langue: En Journal: Eur Radiol Sujet du journal: RADIOLOGIA Année: 2018 Type de document: Article Pays d'affiliation: États-Unis d'Amérique